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When the user needs to estimate market size, understand market dynamics, or validate that a market opportunity is large enough to pursue.
Passed 18 of 22 test cases with the skill, and 15 of 22 without it.
and 4 more in the full report
4 fixed14 passed either way3 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 4 test cases the skill fixed. Same model, same prompt, with and without the skill.
I'm preparing our pitch deck for a B2B SaaS platform that automates HIPAA compliance for private dental practices in North America. Can you conduct a full market sizing analysis for us? I need the TAM, SAM, and SOM figures backed by both top-down industry breakdown and bottom-up unit economics calculations, plus a reconciliation between the two methods. Please also cover key market growth drivers, a structured risk and assumption matrix, and strategic implications for our pricing and product decisions.
| Checked | Without skill | With skill |
|---|---|---|
| Formats the TAM, SAM, and SOM summary table with columns for dollar value ($X), volume units ($Y), methodology, and confidence level. | Missed | Passed |
| Structures the Key Assumptions & Risks table using headers Assumption, Impact if Wrong, Confidence, and Validation Method. | Missed | Passed |
| Formats the Strategic Implications section as a numbered list. | Missed | Passed |
The instructions your model reads when the skill loads.
|---|---|---| | TAM | $X | $Y | Top-down + Bottom-up | High/Med/Low | | SAM | $X | $Y | Filtered from TAM | High/Med/Low | | SOM | $X | $Y | Penetration model | High/Med/Low |
Top-Down: Step-by-step calculation from industry totals to target segment. Show every filter and assumption applied.
Bottom-Up: Step-by-step calculation from unit economics up. Show: (number of target customers) x (expected conversion rate) x (annual contract value).
Reconciliation: Comparison of both approaches, explanation of any gaps, and reconciled estimate. If they diverge by more than 3x, investigate the assumptions driving the gap.
Key factors that could expand or contract the market -- technology shifts, regulatory changes, demographic trends, behavioral changes, and emerging adjacent segments.
| Assumption | Impact if Wrong | Confidence | Validation Method |
|---|---|---|---|
| Description | What changes in the estimate | High/Med/Low | How to test this |
Numbered list of what the market data means for product, pricing, and go-to-market decisions.
competitive-analysis -- Pair market sizing with competitive landscape analysis to understand both the size of the prize and how contested it is.prd-writing -- Use market segment data to ground the Market Segments section of a PRD in real numbers.roadmap-planning -- Use growth trend analysis to time roadmap investments. Build for fast-growing segments first.test cases passed, vs 15 / 22 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.